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《Journal of Harbin University of Commerce(Natural Sciences Edition)》 2008-03
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Study on model of Fourier Hopfield neural network and applications in optimization

XU Yao-qun,HE Shao-ping,ZHANG Li(Institute of system engineering,Harbin university of commerce,Harbin 150028,China)  
Hopfield neural network(HNN) is an efficient optimization model,but it is easy to be trapped in local minima.This paper presents a new model of Hopfield neural network which is called Fourier Hopfield neural network(FHNN) and its activation function is composed by trigonometric function and sigmoid function,based on the fact that the Fourier series not only has the further ability in local approaching but also has a nature of higher nonlinear,and applied the model to the application to optimization problems.The simulation results have shown that the Fourier Hopfield neural network has higher ability of searching for globally optimal solutions and summits a satisfied accurate effect in the application of optimization problems.
【Fund】: 黑龙江省自然科学基金(F2007-15);; 黑龙江省教育厅科学技术一般项目(11521056)
【CateGory Index】: TP183
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【References】
Chinese Journal Full-text Database 1 Hits
1 XU Yao-qun1,QIN Feng2,XIN Hai-tao2(1.Institute of System Engineering,Harbin University of Commerce,Harbin 150028,China;2.School of Computer and Information Engineering,Harbin University of Commerce,Harbin 150028,China);Simulated annealing strategy in Fourier chaotic neural network model[J];Journal of Harbin University of Commerce(Natural Sciences Edition);2009-03
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1 XIU Chun-bo~(1,2),LIU Xiang-dong~2,ZHANG Yu-he~2,TANG Yun-yu~2(1.Department of Automatic Control ,Tianjin Polytechnic University,Tianjin 300160,China;2.Department of Automatic Control,Beijing Institute of Technology,Beijing 100081,China);A Novel Chaotic Neural Network and Its Application[J];Acta Electronica Sinica;2005-05
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1 PAN Guan-yu,LIU Lei(Department of Information Engineering, Jilin Business and Technology College, Changchun 130062,China);Annealing selection strategy in attributes reduction based on BPSO[J];Journal of Harbin University of Commerce(Natural Sciences Edition);2009-06
2 GAO Chun-tao (School of Basic Science,Harbin University of Commerce,Harbin 150028,China);Study on model of chaotic neural network with sinusoidal function and application in optimization calculation[J];Journal of Harbin University of Commerce(Natural Sciences Edition);2010-02
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